1© 2016 Kanjoya, Inc. All rights reserved.
Data Science for HR
2© 2016 Kanjoya, Inc. All rights reserved.
Performance
Management &
Employee
Engagement
3© 2016 Kanjoya, Inc. All rights reserved.
A Brief History of Performance Management
1940s 19501950s 1960s 1970s 1980s 1990s 2000s
5 point rating
scale developed
by OPM
1930s
Performance Rating
Act introduced to
identify the best and
weakest employees
and improve
supervisor-employee
relations
The term
“performance
management” is
coined by
Aubrey Daniels
Pay for
performance
introduced
SHRM survey
shows that only
5% of companies
are satisfied with
their performance
review process
Research begins
to show it’s just
not working
4© 2016 Kanjoya, Inc. All rights reserved.
5© 2016 Kanjoya, Inc. All rights reserved.
A Brief History of Employee Engagement
1980s 1990s 2000s1970s
Employee
Satisfaction
Employee
Commitment
First “Engagement”
study run by Kahn
Meta-analysis
(Gallup) studies
engagement
across 1,135
business units
More and more
companies start
to measure
engagement
6© 2016 Kanjoya, Inc. All rights reserved.
7© 2016 Kanjoya, Inc. All rights reserved.
Measure
what
matters
8© 2016 Kanjoya, Inc. All rights reserved.
9© 2016 Kanjoya, Inc. All rights reserved.
Not everything that can be counted counts, and
not everything that counts can be counted.
10© 2016 Kanjoya, Inc. All rights reserved.
11© 2016 Kanjoya, Inc. All rights reserved.
The best model is
only as good as the
user experience
allows it to be.
12© 2016 Kanjoya, Inc. All rights reserved.
13© 2016 Kanjoya, Inc. All rights reserved.
14© 2016 Kanjoya, Inc. All rights reserved.
15© 2016 Kanjoya, Inc. All rights reserved.
16© 2016 Kanjoya, Inc. All rights reserved.
Measure
what
matters
17© 2016 Kanjoya, Inc. All rights reserved.
18© 2016 Kanjoya, Inc. All rights reserved.
19© 2016 Kanjoya, Inc. All rights reserved.
20© 2016 Kanjoya, Inc. All rights reserved.
Predicting attrition
only matters if you
can do something
about it.
Thank you.
moritz@kanjoya.com

Wrangle 2016: Data Science for HR

  • 1.
    1© 2016 Kanjoya,Inc. All rights reserved. Data Science for HR
  • 2.
    2© 2016 Kanjoya,Inc. All rights reserved. Performance Management & Employee Engagement
  • 3.
    3© 2016 Kanjoya,Inc. All rights reserved. A Brief History of Performance Management 1940s 19501950s 1960s 1970s 1980s 1990s 2000s 5 point rating scale developed by OPM 1930s Performance Rating Act introduced to identify the best and weakest employees and improve supervisor-employee relations The term “performance management” is coined by Aubrey Daniels Pay for performance introduced SHRM survey shows that only 5% of companies are satisfied with their performance review process Research begins to show it’s just not working
  • 4.
    4© 2016 Kanjoya,Inc. All rights reserved.
  • 5.
    5© 2016 Kanjoya,Inc. All rights reserved. A Brief History of Employee Engagement 1980s 1990s 2000s1970s Employee Satisfaction Employee Commitment First “Engagement” study run by Kahn Meta-analysis (Gallup) studies engagement across 1,135 business units More and more companies start to measure engagement
  • 6.
    6© 2016 Kanjoya,Inc. All rights reserved.
  • 7.
    7© 2016 Kanjoya,Inc. All rights reserved. Measure what matters
  • 8.
    8© 2016 Kanjoya,Inc. All rights reserved.
  • 9.
    9© 2016 Kanjoya,Inc. All rights reserved. Not everything that can be counted counts, and not everything that counts can be counted.
  • 10.
    10© 2016 Kanjoya,Inc. All rights reserved.
  • 11.
    11© 2016 Kanjoya,Inc. All rights reserved. The best model is only as good as the user experience allows it to be.
  • 12.
    12© 2016 Kanjoya,Inc. All rights reserved.
  • 13.
    13© 2016 Kanjoya,Inc. All rights reserved.
  • 14.
    14© 2016 Kanjoya,Inc. All rights reserved.
  • 15.
    15© 2016 Kanjoya,Inc. All rights reserved.
  • 16.
    16© 2016 Kanjoya,Inc. All rights reserved. Measure what matters
  • 17.
    17© 2016 Kanjoya,Inc. All rights reserved.
  • 18.
    18© 2016 Kanjoya,Inc. All rights reserved.
  • 19.
    19© 2016 Kanjoya,Inc. All rights reserved.
  • 20.
    20© 2016 Kanjoya,Inc. All rights reserved. Predicting attrition only matters if you can do something about it.
  • 21.